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See #1964 (comment).
The idea would be to support CuPy just like NumPy. The missing feature is probably some kind of a "device" annotation for arrays, we would represent them in ASR and then in the backend we would use Cuda, probably using the mechanism from #1996.
Relevant: #1458
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